Artificial intelligence, models, tools and their consequences.

AI

NVIDIA's Berlin hype machine starts early - but where's the actual news?

NVIDIA has opened a rolling newsroom ahead of GTC Berlin, promising a wave of European AI announcements - so far it's mostly buzzwords and a teaser about France.

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AI

REA wants your AI coding agent to reverse-engineer anything - here's what that actually means

A new tool promises to let AI assistants peer inside compiled software and explain how it works, but the explaining is still only as good as the agent doing it.

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AI

Anthropic's Claude Haiku 5.5: cheap, fast, and graded on its own homework

The new small model is 75% cheaper to run and beats its predecessor on every chart Anthropic published, because Anthropic is the one who drew the charts.

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AI

Strata claims to run a local AI model on any PC, the repo is real, the rest needs checking

A one-click local AI installer has rocketed past 16,000 GitHub stars in under a fortnight, but what it actually promises is harder to verify than its popularity.

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AI

A GitHub repo promising a top-tier AI model on any laptop just hit 14,356 stars. Should you trust it?

Strata claims one-click local AI with API compatibility baked in, the stars are real, but plenty of the big claims aren't checkable yet.

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AI

Reflection AI's 501B 'Beam' model sounds huge - but you can't actually use it yet

A new open-weight contender claims to rival Chinese heavyweight models on coding and agentic tasks, except nobody outside Reflection AI has been able to test it.

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AI

Microsoft's New AI Benchmark Checks If Agents Actually Finish The Job

A joint Microsoft–Hugging Face tool grades AI agents on what they actually change in a database, not on how convincing their chat replies sound - but the blog announcing it is light on the numbers that matter.

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AI

Z.ai's ZCode coding agent tops 7,000 GitHub stars, but what does that actually prove?

A new open-source coding assistant from Chinese AI firm Z.ai is racking up stars fast, though a shiny GitHub counter tells you less than you'd think.

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AI

ServiceNow pitches AI that writes its own homework to train enterprise agents

AutoSynthData promises to turn a chatbot's mistakes into lesson plans - but the only evidence it works comes from the company that built it.

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AI

A GitHub repo called Laya hit 29,000 stars in under two weeks, here's what it actually claims to do

Promising instant yes/no and scoring decisions in over 100 languages sounds neat, but the stars alone don't prove it works.

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AI

Google unveils Gemini 4 Argon - but the announcement is basically one quote

A new 'frontier' AI model has a name, a date and a bold claim from a Google exec - what it doesn't have, yet, is any actual evidence.

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AI

A new benchmark wants to catch AI models getting quietly worse after launch

Livenerf promises hard data on whether Anthropic's models degrade post-release - but even its own maintainer admits nobody actually knows yet.

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AI

AWS says Bedrock Managed Agents now runs on OpenAI - but the announcement barely says how

Amazon's cloud arm has confirmed a preview of Bedrock Managed Agents powered by OpenAI, though its own announcement leaves out the details that would actually tell you what changed.

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AI

This obscure AI repo just hit 27,900 GitHub stars, but does 'laya' actually do anything?

A little-known Python project promising instant AI decisions in 100+ languages has rocketed up GitHub's charts, but stars are easy to earn and hard to verify.

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AI

OpenAI's GPT-6 Sol and Luna: cheaper on paper, but nerds aren't so sure

OpenAI says its new models are a bargain - but early testers running real workloads are finding the maths doesn't always add up.

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AI

browser-use's Jev Ultrafast racks up 16,500 stars, but 'fastest' is still just a vibe

A new open-source web agent promises to click through websites in seconds flat, and developers are piling in, though the eye-catching benchmark comes entirely from its own demo.

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AI

Xiaomi's MiMo v2.6: the AI model everyone's praising for its paperwork, not its scores

Hacker News is buzzing about Xiaomi's openness in training a new AI model, but 'transparent' isn't the same as 'independently verified', and the benchmarks are still Xiaomi's own.

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AI

AX wants to run 'billions' of AI agents per cluster - but is it actually Google's?

A new open-source agent orchestrator has gone viral on Hacker News under a Google banner, though the project's own site never quite says so.

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AI

Browser-use's 'Jev Ultrafast' agent is racking up stars fast, but is it actually fast?

A new open-source browser agent claims a flight search in 7.1 seconds, but the maths behind that number, and the reason for its meteoric GitHub popularity, deserve a second look.

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AI

AI 'coding agents' told not to hit things kept hitting things anyway

A new preprint says robot-controlling language models ignore safety instructions almost every time, and offers a fix that still fails one job in three.

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AI

browser-use's 'Jev Ultrafast' agent hit 6,000 GitHub stars fast, but check who's counting

A browser-automation project from browser-use raced up GitHub's charts in under two weeks, though the numbers behind the hype deserve a second look.

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AI

NHS doctors publish AI healthcare blueprint, but it's recommendations, not new rules

A new Commission wants Britain to be the best place to build, use and trust medical AI, but for now this is advice to ministers, not a change to what happens in your GP surgery.

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AI

Meta quietly launches 'Muse', a personal AI agent nobody can quite describe yet

A one-page announcement and a sprawling Hacker News argument about ChatGPT's name is, for now, most of what the internet actually knows about Meta's new assistant.

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AI

Government promises £450m business paperwork cull - but the small print is missing

Ministers say firms will be freed from red tape and 'pen-pushing', with AI even name-checked as a future fix - but the actual rules, dates and detail are conspicuously absent.

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AI

GPT-6 Astra: OpenAI's new model, and the benchmark row nobody's mentioning in the press release

OpenAI has shipped GPT-6 Astra with headline-grabbing benchmark scores, but a look at the small print - and a sceptical Hacker News crowd - suggests the comparisons doing the AGI talk aren't quite apples-to-apples.

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AI

sapientinc/PRAXIST is racking up GitHub stars fast, but the README barely explains what it does

An 'autonomous research system' has gone from nothing to 6,000-plus GitHub stars in under a fortnight, yet the documentation trails off mid-sentence and nobody's checked whether it actually works.

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AI

Anthropic splits its new flagship model in two, and only one version is for you

Claude Fable 5.1 is cheaper and generally available; its sibling Mythos 5.1, with fewer safety brakes, is locked behind vetting that most people will never see.

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AI

Ai2's BenchMIRT tool claims benchmarks don't measure what you think, should you believe it?

A new statistical tool from the Allen Institute for AI says popular LLM benchmarks quietly mix up different skills into one score, but the checking is being done by the people who built the method.

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AI

New robot hand promises 'zero fine-tuning' sim-to-real control - but the paper hasn't been checked yet

A research team has released the full design and simulator for a cable-driven robotic hand, claiming policies trained purely in software work on the real thing without adjustment - a bold claim that, for now, rests entirely on a preprint.

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AI

Nvidia 'agrees' to buy Hugging Face? Not quite - it's just talks, for now

Headlines say Nvidia has snapped up the open-source AI hub for $13 billion, but the actual reporting says the deal isn't done yet.

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AI

DeepSeek's 'Harness' repo has 189,000 GitHub stars - but what does it actually do?

A TypeScript project from the DeepSeek stable has rocketed up GitHub's charts in under a fortnight, though the details of what it does, and whether the numbers mean what they seem to, remain thin on the ground.

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AI

DeepSeek's 'Harness' repo hits 182,000 stars, but nobody's saying what it actually does

A TypeScript project from DeepSeek's GitHub org has rocketed to six-figure star counts in under a fortnight, yet the actual pitch amounts to a tagline and a folder full of AI agent scaffolding.

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AI

DeepSeek's new 'harness' has 169,000 GitHub stars, but nobody's checked if it's any good

A TypeScript project from DeepSeek's GitHub org has rocketed up the charts, but the numbers tell you more about hype than about whether the thing actually works.

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AI

OpenRouter, the AI model marketplace, is being folded into Stripe

The company that lets developers shop between hundreds of AI models says nothing will change for users, but the reported price tag and the motive behind the deal are worth a second look.

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AI

Qwen 3.8 27B is genuinely impressive - if you can stop it thinking for 21 minutes

Alibaba's latest small local model produces some of the best output yet seen from a laptop-sized LLM, but only after it's finished agonising over the question.

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AI

Gemini 3.7 Flash arrives with benchmarks Google graded itself, and a price that doubles in January

Google shipped a new "workhorse" model three weeks after the last one. The coding numbers are all first-party, the launch price is introductory, and UK users cannot reach it in the Gemini app at all yet.

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AI

ChatGPT ads arrive in the UK, seven months after OpenAI said it would only be testing

Sponsored results reached British users on 11 August. They appear on the Free and Go tiers, they are chosen from what you type, and paying more is the only way to switch them off.

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AI

Nevari's new AI sales agent comes with a human attached - and that is the story

Kassper puts a person on every plan. Two years ago the AI SDR category sold itself on removing exactly that, and the retreat says more about the market than the launch does.

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AI

Aleph puts $6m into a studio that wants to launch "dozens" of AI-native SaaS firms this year

Inevitable AI Group has raised a $6m pre-seed to mass-produce software companies. The plan is striking, the budget per venture is thin, and one figure in the announcement does not match the record.

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